Pinned Posts

Deep Dive into Claude Code Harness - Chapter 1: Memory Management

What makes the Claude Code harness best-in-class? Let's dive into its leaked source code to learn about the rigorous engineering within. Turns out, its memory management is remarkably similar to the wiki system described in my previous post.

Introducting Wiki-Skills: Agent Skill for Managing Markdown Vaults

Kaparthy shared a viral note about a building an LLM-managed 'personal wiki' - which I interpret as a specific instance of a locally stored markdown vault. Here, I present Wiki Skills - a set of agentic Skills that captures the process of creating, querying, and updating this knowledge vault.

Autoresearch: Autonomous Hill-Climbing for Any Optimizable System

Run optimization experiments while you sleep

Coffee Water Composition

TL;DR: Boston’s tap water is terrible for making high quality coffee (wrt aroma and taste). No need to start at zero with deionized water – spike your water to get better results. In these notes, I aim to derive a recipe for optimizing my flat whites using Boston’s (filtered) tap water.

A Review on Agentic Memory

Managing context for long-running agents, across sessions, or swarms of agents, remains an active area of research and development. This is a survey of the current landscaspe in the world of Agentic memory.

Python Tooling

An index of relevant Python tooling references in this blog

Tower Defense

A Javascript version of the original Flash-based Tower Defense, circa 2008

uv Monorepo Workspaces

Managing a complex Python repository with a shared core, various plugins, and multiple applications used to be a headache involving brittle path dependencies or complex scripts. In 2025, the uv workspace has emerged as the definitive solution for these "monorepo" architectures.
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s1ngularity - AI-assisted supply-chain attack

I don’t usually write about security, but as a frequent user of Claude Code, I felt the recent news of the s1ngularity attack warrants special attention. Just as we all started to rely on AI CLI tools like Claude and Gemini to enhance our work, hackers just exploited them in a real supply-chain attack. It’s the first time we’ve seen this in the wild.

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Essential Components of LLM Infrastructure - The Pydantic Ecosystem

In the world of modern software development, few libraries have had as transformative an impact as Pydantic. What began as Samuel Colvin’s elegant solution to Python’s data validation challenges has evolved into the foundational layer powering everything from high-performance web APIs to cutting-edge AI applications. Today, Pydantic sits at the center of an ecosystem that has become indispensable for developers building reliable, production-ready systems.

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